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muhtasham/spark-llm-finetune-tj
spark-llm-finetune-tj is a text generation model from muhtasham. Use it when you need the model to write or continue text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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.safetensors1 GB · 98%
From the Hugging Face model README
axolotl version: 0.9.2
base_model: pretrained_models/Spark-TTS-0.5B/LLM
# Automatically upload checkpoint and final model to HF
hub_model_id: muhtasham/spark-llm-finetune-tj
trust_remote_code: true
strict: false
datasets:
- path: data/output_prompt.jsonl
type: completion
dataset_prepared_path:
val_set_size: 0.05
output_dir: ./outputs/out
sequence_len: 4098
sample_packing: true
eval_sample_packing: true
pad_to_sequence_len: true
wandb_project: spark-tts
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 4
micro_batch_size: 4
num_epochs: 50
optimizer: adamw_torch_fused
lr_scheduler: cosine
learning_rate: 0.0002
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: true
gradient_checkpointing: true
gradient_checkpointing_kwargs:
use_reentrant: false
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 50
xformers_attention:
flash_attention: true
warmup_steps: 10
evals_per_epoch: 1
save_steps: 5000
debug:
deepspeed:
weight_decay: 0.0
</details><br>
This model was trained from scratch on the data/output_prompt.jsonl dataset. It achieves the following results on the evaluation set:
More information needed
More information needed
More information needed
The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| No log | 0.0088 | 1 | 9.9240 |
| 5.5236 | 0.9978 | 114 | 5.5667 |
| 5.0799 | 1.9891 | 228 | 5.3932 |
| 4.9292 | 2.9803 | 342 | 5.3107 |
| 4.7729 | 3.9716 | 456 | 5.2529 |
| 4.7022 | 4.9628 | 570 | 5.2174 |
| 4.6598 | 5.9540 | 684 | 5.1988 |
| 4.6176 | 6.9453 | 798 | 5.1833 |
| 4.5814 | 7.9365 | 912 | 5.1737 |
| 4.5422 | 8.9278 | 1026 | 5.1687 |
| 4.506 | 9.9190 | 1140 | 5.1643 |
| 4.492 | 10.9103 | 1254 | 5.1646 |
| 4.4605 | 11.9015 | 1368 | 5.1670 |
| 4.4384 | 12.8928 | 1482 | 5.1699 |
| 4.4151 | 13.8840 | 1596 | 5.1751 |
| 4.4053 | 14.8753 | 1710 | 5.1766 |
| 4.3875 | 15.8665 | 1824 | 5.1807 |
| 4.3684 | 16.8578 | 1938 | 5.1879 |
| 4.3624 | 17.8490 | 2052 | 5.1921 |
| 4.3413 | 18.8403 | 2166 | 5.1983 |
| 4.3302 | 19.8315 | 2280 | 5.2020 |
| 4.3179 | 20.8228 | 2394 | 5.2081 |
| 4.3152 | 21.8140 | 2508 | 5.2157 |
| 4.306 | 22.8053 | 2622 | 5.2180 |
| 4.2989 | 23.7965 | 2736 | 5.2243 |
| 4.2982 | 24.7877 | 2850 | 5.2282 |
| 4.2862 | 25.7790 | 2964 | 5.2328 |
| 4.2827 | 26.7702 | 3078 | 5.2339 |
| 4.2775 | 27.7615 | 3192 | 5.2368 |
| 4.2802 | 28.7527 | 3306 | 5.2417 |
| 4.2686 | 29.7440 | 3420 | 5.2434 |
| 4.2713 | 30.7352 | 3534 | 5.2432 |
| 4.2689 | 31.7265 | 3648 | 5.2476 |
| 4.2687 | 32.7177 | 3762 | 5.2481 |
| 4.2651 | 33.7090 | 3876 | 5.2508 |
| 4.266 | 34.7002 | 3990 | 5.2509 |
| 4.2644 | 35.6915 | 4104 | 5.2517 |
| 4.2626 | 36.6827 | 4218 | 5.2517 |
| 4.2646 | 37.6740 | 4332 | 5.2525 |
| 4.2617 | 38.6652 | 4446 | 5.2524 |
| 4.2603 | 39.6565 | 4560 | 5.2544 |
| 4.2633 | 40.6477 | 4674 | 5.2537 |
| 4.2561 | 41.6389 | 4788 | 5.2522 |
| 4.2612 | 42.6302 | 4902 | 5.2546 |
| 4.2618 | 43.6214 | 5016 | 5.2530 |
| 4.2602 | 44.6127 | 5130 | 5.2540 |
| 4.2619 | 45.6039 | 5244 | 5.2543 |
| 4.263 | 46.5952 | 5358 | 5.2549 |
| 4.2625 | 47.5864 | 5472 | 5.2547 |
| 4.2611 | 48.5777 | 5586 | 5.2545 |
| 4.2621 | 49.5689 | 5700 | 5.2546 |